The theoretical problem of approximating the cumulative distribution function given a fixed set of moments has been explored fairly thoroughly[1]}[2]}. Since the distribution of all permutations of the Pearson's Correlation is on a fixed interval \([-1, 1]\) , the uniqueness of this distribution from the moments is related to the Hausdorff Moment Problem, a topic for further investigation[3]}.
